
content-factory
Automated content production pipeline: hot topic aggregation from 10+ platforms (Bilibili, GitHub, Reddit, YouTube, Weibo, Zhihu, etc.), AI-powered topic scoring, multi-platform content generation (Xiaohongshu, WeChat, Twitter), draft review, and auto-publishing. Use when: user wants daily content pipeline, hot topic collection, content generation, article publishing, or content factory automation.
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Install
Works with every agent the skills CLI supports.
npx skills add https://github.com/aaaaqwq/agi-super-team --skill content-factory- 01
Install
Run the command in your project. The CLI asks which agents to install for.
- 02
Describe the task
Ask your agent for something this skill covers. It loads content-factory automatically when relevant.
- 03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.
SKILL.md
The instructions your agent reads when the skill is triggered.
Content Factory — 内容自动生产分发工厂
从热点采集到内容生成到多平台发布的全流程自动化。Daniel 每天只需 2 分钟挑选主题。
核心流程
热点采集(10+平台) → AI选题评分 → 推送Top10给用户
↓
用户选择主题(或自定义)
↓
多平台内容生成(LLM)
↓
草稿审核 → 确认发布
↓
自动发布 → 数据追踪
使用场景
✅ USE when:
- "今日热点有什么" / "采集今天的热门话题"
- "帮我生成内容" / "写篇小红书文章"
- "选题评分" / "推荐今天该写什么"
- "发布到小红书/微信/Twitter"
- "运行内容工厂流水线" / "跑一遍完整流程"
- "看看今天的草稿" / "审核内容"
❌ DON'T use when:
- GEO优化(AI搜索排名)→ 用 geo-agent
- 纯SEO关键词优化 → 用 SEO 技能
- 单次写作(无流水线需求)→ 用 content-creator
数据目录
data/
├── hotpool/ # 每日热点池 (YYYY-MM-DD.json)
├── topics/ # 评分选题 (YYYY-MM-DD.json)
├── drafts/ # 生成草稿 (YYYY-MM-DD/)
├── reviewed/ # 审核通过
├── published/ # 已发布记录
├── config/ # 运行配置
│ └── sources.json # 采集源配置
├── templates/ # 平台模板
│ ├── xiaohongshu.md
│ ├── wechat.md
│ └── twitter.md
└── assets/ # 图片等素材
脚本说明
| 脚本 | 功能 | 依赖 |
|---|---|---|
scripts/aggregator/fetch_all.py | 10+平台热点采集 | curl, python3 |
scripts/topic_scorer.py | AI选题评分(Top10) | LLM API (DeepSeek/GLM) |
scripts/content_generator.py | 多平台内容生成 | LLM API |
scripts/draft_reviewer.py | 草稿审核推送 | Telegram API |
scripts/auto_publisher.py | 自动发布 | playwright (optional) |
scripts/topic_presenter.py | 选题卡片推送 | Telegram API |
scripts/run_daily.sh | 全流程串联 | bash |
scripts/paths.py | 路径配置(可移植) | - |
采集源 (10+)
| 平台 | 方式 | 内容类型 |
|---|---|---|
| B站热榜 | API | 视频/动态 |
| GitHub Trending | API | 开源项目 |
| API | 讨论/新闻 | |
| YouTube | API | 视频 |
| 微博热搜 | API | 社交热点 |
| 知乎热榜 | API | 深度讨论 |
| 头条 | API | 新闻资讯 |
| 抖音 | API | 短视频 |
| Twitter/X | Syndication | KOL动态 |
| LinuxDo | API | 技术社区 |
安装依赖
cd ~/clawd/skills/content-factory
pip install -r requirements.txt
完整流水线
# 手动执行全流程
bash scripts/run_portable.sh
# 或分步执行
python3 scripts/aggregator/fetch_all.py # Step 1: 热点采集
python3 scripts/topic_scorer.py # Step 2: AI评分
python3 scripts/topic_presenter.py # Step 3: 推送选题
python3 scripts/content_generator.py --top 3 # Step 4: 内容生成
python3 scripts/draft_reviewer.py --all # Step 5: 草稿审核
# python3 scripts/auto_publisher.py # Step 6: 发布(需确认)
与 Ralph CEO Loop 配合
内容工厂可以通过 Ralph CEO Loop 进行持续迭代:
- 小data: 热点采集 + 数据清洗
- 小research: 话题深度调研
- 小content: 内容生成 + 文案优化
- 小pm: 流程协调 + 质量验收
- 小market: 发布策略 + 渠道优化
配置
采集源配置 (data/config/sources.json)
可启用/禁用各平台,配置关注的账号、频道等。
LLM 配置
评分和生成使用 OpenAI-compatible API:
- 默认: DeepSeek (评分) + GLM-5 (生成)
- 通过环境变量
LLM_API_KEY/LLM_BASE_URL覆盖
FAQ
What does the content-factory skill do?
Automated content production pipeline: hot topic aggregation from 10+ platforms (Bilibili, GitHub, Reddit, YouTube, Weibo, Zhihu, etc.), AI-powered topic scoring, multi-platform content generation (Xiaohongshu, WeChat, Twitter), draft review, and auto-publishing. Use when: user wants daily content pipeline, hot topic collection, content generation, article publishing, or content factory automation.
How do I install content-factory?
Run npx skills add https://github.com/aaaaqwq/agi-super-team --skill content-factory in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/content-factory/ (personal) or .claude/skills/content-factory/ (project).
Which AI agents can use content-factory?
Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.
Is content-factory safe to install?
No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.
Who maintains content-factory?
It is published by aaaaqwq in aaaaqwq/agi-super-team. It has 121 recorded installs.
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